{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Solutions\n",
    "\n",
    "## About the data\n",
    "These exercises use the [`stock_analysis` package](https://github.com/stefmolin/stock-analysis) for collection of financial data.\n",
    "\n",
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import stock_analysis\n",
    "from stock_analysis.utils import group_stocks, describe_group\n",
    "\n",
    "reader = stock_analysis.StockReader('2017-01-01', '2018-12-31')\n",
    "\n",
    "# get bitcoin data\n",
    "bitcoin = reader.get_bitcoin_data()\n",
    "\n",
    "# get faang data\n",
    "fb, aapl, amzn, nflx, goog = (\n",
    "    reader.get_ticker_data(ticker) \\\n",
    "    for ticker in ['FB', 'AAPL', 'AMZN', 'NFLX', 'GOOG']\n",
    ")\n",
    "\n",
    "# get S&P 500 data\n",
    "sp = reader.get_index_data()\n",
    "\n",
    "faang = group_stocks(\n",
    "    {\n",
    "        'Facebook' : fb, \n",
    "        'Apple' : aapl, \n",
    "        'Amazon' : amzn, \n",
    "        'Netflix' : nflx, \n",
    "        'Google' : goog\n",
    "    }\n",
    ")\n",
    "\n",
    "faang_sp = group_stocks(\n",
    "    {\n",
    "        'Facebook' : fb, \n",
    "        'Apple' : aapl, \n",
    "        'Amazon' : amzn, \n",
    "        'Netflix' : nflx, \n",
    "        'Google' : goog,\n",
    "        'S&P 500' : sp\n",
    "    }\n",
    ")\n",
    "\n",
    "bit_sp = group_stocks(\n",
    "    {\n",
    "        'Bitcoin' : bitcoin,\n",
    "        'S&P 500' : sp\n",
    "    }\n",
    ")\n",
    "\n",
    "all_assets = group_stocks(\n",
    "    {\n",
    "        'Bitcoin' : bitcoin,\n",
    "        'S&P 500' : sp,\n",
    "        'Facebook' : fb, \n",
    "        'Apple' : aapl, \n",
    "        'Amazon' : amzn, \n",
    "        'Netflix' : nflx, \n",
    "        'Google' : goog\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 1\n",
    "Using the `StockAnalyzer` and `StockVisualizer`, calculate and plot three levels of support and resistance for Netflix on the closing price from 2017-2018."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'price ($)')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import itertools\n",
    "\n",
    "def levels(analyzer, method):\n",
    "    return [getattr(analyzer, method)(i) for i in range(1, 4)]\n",
    "\n",
    "# calculate support/resistance levels\n",
    "nflx_analyzer = stock_analysis.StockAnalyzer(nflx)\n",
    "support_levels, resistance_levels = (\n",
    "    levels(nflx_analyzer, metric) for metric in ['support', 'resistance']\n",
    ")\n",
    "\n",
    "nflx_viz = stock_analysis.StockVisualizer(nflx)\n",
    "ax = nflx_viz.evolution_over_time('close', figsize=(15, 8), title='NFLX Closing Price')\n",
    "\n",
    "for support, resistance, linestyle, level in zip(\n",
    "    support_levels, resistance_levels, \n",
    "    [':', '--', '-.'], itertools.count(1)\n",
    "):\n",
    "    nflx_viz.add_reference_line(\n",
    "        ax, \n",
    "        y=support, \n",
    "        label=f'support level {level}', \n",
    "        color='green', \n",
    "        linestyle=linestyle\n",
    "    )\n",
    "    nflx_viz.add_reference_line(\n",
    "        ax, \n",
    "        y=resistance, \n",
    "        label=f'resistance level {level}', \n",
    "        color='red', \n",
    "        linestyle=linestyle\n",
    "    )\n",
    "ax.get_legend().remove()\n",
    "ax.set_ylabel('price ($)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 2\n",
    "With the `StockVisualizer`, look at the effect of after hours trading on the FAANG stocks.\n",
    "1. As individual stocks\n",
    "2. As the group using the sum of their closing and opening prices"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Part 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x1CC1E270>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1CBFA9F0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x1DC93150>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1DCAD050>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x1DCC70F0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1DCE01B0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x1DCFB2F0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1DD173B0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x1DD27E70>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1DD42F30>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x2880 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock_analysis.AssetGroupVisualizer(faang).after_hours_trades()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Part 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x1EDD0E30>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x1EDF1930>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from stock_analysis.utils import make_portfolio\n",
    "stock_analysis.StockVisualizer(\n",
    "    make_portfolio(faang)\n",
    ").after_hours_trades()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 3\n",
    "### FAANG Portfolio\n",
    "Using the `StockVisualizer.open_to_close()` method, create a plot that fills the area between the FAANG portfolio's opening price and its closing price each day in red if the price declined and in green if the price increased."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from stock_analysis.utils import make_portfolio\n",
    "stock_analysis.StockVisualizer(make_portfolio(faang)).open_to_close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bonus: Portfolio of S&P 500 and Bitcoin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "sp_reindexed = sp.reindex(\n",
    "    pd.date_range('2017-01-01', end='2018-12-31', freq='D')\n",
    ").assign(\n",
    "    volume=lambda x: x.fillna(0),\n",
    "    close=lambda x: x.fillna(method='ffill'),\n",
    "    open=lambda x: np.where(x.open.isnull(), x.close, x.open),\n",
    "    high=lambda x: np.where(x.high.isnull(), x.close, x.high),\n",
    "    low=lambda x: np.where(x.low.isnull(), x.close, x.low)\n",
    ")\n",
    "\n",
    "sp_reindexed.index.rename('date', inplace=True)\n",
    "\n",
    "stock_analysis.StockVisualizer(\n",
    "    make_portfolio(group_stocks({'bitcoin': bitcoin, 'sp500': sp_reindexed}))\n",
    ").open_to_close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 4\n",
    "Compare a mutual fund or ETF (Exchange Traded Fund) of your choice to 3 of its largest assets (by composition), using annualized volatility and the `AssetGroupAnalyzer`. These funds are built to mitigate risk, so volatility for the fund will be lower than that of the assets that compose it.\n",
    "\n",
    "*Note: Solution uses the mutual fund FBALX, whose composition can be found at https://fundresearch.fidelity.com/mutual-funds/composition/316345206. Composition used for the solution taken on April 14, 2019.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'0 - FBALX': 0.13084907578280824,\n",
       " '1 - Microsoft': 0.2820922191050437,\n",
       " '2 - Apple': 0.28704998389950653,\n",
       " '3 - Amazon': 0.3606494699321407}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fbalx = reader.get_ticker_data('FBALX')\n",
    "msft = reader.get_ticker_data('MSFT')\n",
    "mutual_fund = group_stocks({\n",
    "    '0 - FBALX' : fbalx,\n",
    "    '1 - Microsoft' : msft,\n",
    "    '2 - Apple' : aapl,\n",
    "    '3 - Amazon' : amzn\n",
    "})\n",
    "stock_analysis.AssetGroupAnalyzer(mutual_fund).analyze(\n",
    "    'annualized_volatility'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 5\n",
    "Write a function that returns a dataframe of one row with columns alpha, beta, annualized_volatility, is_bear_market, and is_bull_market which each contain the results of running the respective methods on a given stock using the `StockAnalyzer`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>alpha</th>\n",
       "      <th>beta</th>\n",
       "      <th>annualized_volatility</th>\n",
       "      <th>is_bear_market</th>\n",
       "      <th>is_bull_market</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.147329</td>\n",
       "      <td>0.632124</td>\n",
       "      <td>0.130849</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      alpha      beta  annualized_volatility  is_bear_market  is_bull_market\n",
       "0 -0.147329  0.632124               0.130849           False           False"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "def metric_table(stock, index):\n",
    "    \"\"\"\n",
    "    Make a table of metrics for a stock.\n",
    "\n",
    "    Parameters:\n",
    "        - stock: The stock's dataframe.\n",
    "        - index: The dataframe for the index.\n",
    "     \n",
    "    Returns:\n",
    "        A pandas DataFrame with a single row of metrics\n",
    "    \"\"\"\n",
    "    return pd.DataFrame({\n",
    "        metric : getattr(\n",
    "            stock_analysis.StockAnalyzer(stock), \n",
    "            metric\n",
    "        )(**kwargs) \\\n",
    "        for metric, kwargs in {\n",
    "            'alpha' : {'index' : index, 'r_f' : 2.46}, \n",
    "            'beta' : {'index' : index}, \n",
    "            'annualized_volatility' : {},\n",
    "            'is_bear_market' : {},\n",
    "            'is_bull_market' : {}\n",
    "        }.items()\n",
    "    }, index=range(1))\n",
    "\n",
    "metric_table(fbalx, sp)"
   ]
  }
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